{"id":"W4405961026","doi":"10.1093/geroni/igae098.1341","title":"PEOPLE DO NOT AGE IN LABS: SOCIAL AND BEHAVIORAL CONSIDERATIONS WHEN DEVELOPING GEROSCIENCE INTERVENTIONS","year":2024,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychological intervention; Psychology; Applied psychology; Internet privacy; Medical education; Computer science; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000871435,0.00007187713,0.0001122323,0.0007687004,0.0001482872,0.0001707655,0.00006558032,0.00007025021,0.0001983748],"category_scores_gemma":[0.0000932883,0.00007962043,0.00001714882,0.00106232,0.0001112214,0.000190335,0.000062173,0.0003193332,0.00002457844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008956335,"about_ca_system_score_gemma":0.00007643638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003588322,"about_ca_topic_score_gemma":0.003056789,"domain_scores_codex":[0.9989128,0.0001014446,0.0003801142,0.0002758578,0.0001016185,0.000228171],"domain_scores_gemma":[0.9996666,0.0001465443,0.00003715482,0.00007879797,0.00005920962,0.00001172057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000008784732,0.00009520308,0.190631,0.00009657256,0.00001363574,0.0002062289,0.1196257,0.000003590098,0.0008907911,0.67098,0.002529355,0.01491913],"study_design_scores_gemma":[0.0008890764,0.00005024015,0.9436172,0.0006323553,0.00001032827,0.00008821202,0.01709832,0.0003693505,0.0001879341,0.03549605,0.00119613,0.0003648498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845297,0.0001808325,0.005511403,0.007293254,0.0004477362,0.0001300922,0.000004880023,0.00006412946,0.001837944],"genre_scores_gemma":[0.9976358,0.000001106216,0.001090876,0.0002524845,0.00004304483,0.0000763577,0.00001129026,0.000008347435,0.0008806847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7529861,"threshold_uncertainty_score":0.3246827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.252162929405034,"score_gpt":0.4968595403309338,"score_spread":0.2446966109258997,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}